BOOKS - PROGRAMMING - Applications of Optimization and Machine Learning in Image Proc...
Applications of Optimization and Machine Learning in Image Processing and IoT - Nidhi Gupta 2024 PDF CRC Press BOOKS PROGRAMMING
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Applications of Optimization and Machine Learning in Image Processing and IoT
Author: Nidhi Gupta
Year: 2024
Number of pages: 236
Format: PDF
File size: 10.8 MB
Language: ENG

This book presents state-of-the-art optimization algorithms followed by Internet of Things (IoT) fundamentals. The applications of machine learning and IoT are explored, with topics including optimization, algorithms and Machine Learning in image processing and IoT. Applications of Optimization and Machine Learning in Image Processing and IoT is a complete reference source, providing the latest research findings and solutions for optimization and machine learning algorithms. The chapters examine and discuss the fields of Machine Learning, IoT and image processing. The field of Computer Science with the fastest growth right now is Machine Learning, which has applications in fields as varied as marketing, health-care, production, cybersecurity and mobility. Three elements are readily available and combined: (1) faster and more potent part of a computer, like multiple cores and broad sense GPU; (2) a computer program that utilizes these computational structures; and (3) essentially unlimited training data sets for a certain issue, like digital photos, digitalized files. The two stages of a computer-vision-based Machine Learning process are feature extraction and classification. Additional Machine Learning models, including ANN, CNN, RNN and others, can be applied for system training and optimization.

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